{"id":4915,"date":"2023-08-01T06:57:38","date_gmt":"2023-08-01T06:57:38","guid":{"rendered":"https:\/\/aix.web.tr\/?p=4915"},"modified":"2023-10-02T10:06:40","modified_gmt":"2023-10-02T10:06:40","slug":"evde-mini-chatgptnizi-olusturun","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/evde-mini-chatgptnizi-olusturun\/","title":{"rendered":"Evde Mini ChatGPT&#8217;nizi Olu\u015fturun"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4915\" class=\"elementor elementor-4915\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-35cb35b elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"35cb35b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7b0b981\" data-id=\"7b0b981\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-44494c1 elementor-widget elementor-widget-shortcode\" data-id=\"44494c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1494\" class=\"elementor elementor-1494\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e3797c5 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANA SAYFA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/hakkimizda\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/arastirmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/blog\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">BLOG 4.0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bff95a7 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c86e38 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/ders\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DERS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/konusmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/iletisim\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e88b034 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e88b034\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7eb3793\" data-id=\"7eb3793\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cc7ae0b elementor-widget elementor-widget-heading\" data-id=\"cc7ae0b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Evde Mini ChatGPT'nizi Olu\u015fturun<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-676a529 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"676a529\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0cb42b1\" data-id=\"0cb42b1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5f990c6 elementor-widget elementor-widget-text-editor\" data-id=\"5f990c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span><a href=\"https:\/\/aix.web.tr\/en\/chatgpt-nedir-ve-nasil-calisir\/\">ChatGPT<\/a> ile oynamak e\u011flencelidir.\u00a0Muhtemelen, kendi kopyan\u0131z\u0131n \u00f6zel olarak \u00e7al\u0131\u015fmas\u0131n\u0131 da istersiniz.\u00a0Ger\u00e7ek\u00e7i olmak gerekirse, bu imkans\u0131zd\u0131r \u00e7\u00fcnk\u00fc ChatGPT indirilebilecek bir yaz\u0131l\u0131m de\u011fildir ve \u00e7al\u0131\u015fmas\u0131 i\u00e7in muazzam bir bilgisayar g\u00fcc\u00fcne ihtiya\u00e7 duyar.\u00a0Ancak ticari <a href=\"https:\/\/aix.web.tr\/en\/yapay-zekanin-2024te-donanim-tasarimini-etkileyecegi-5-yol\/\">donan\u0131m<\/a> \u00fczerinde \u00e7al\u0131\u015fabilen k\u0131rp\u0131lm\u0131\u015f bir s\u00fcr\u00fcm olu\u015fturabilirsiniz.\u00a0Bu yaz\u0131da, hakk\u0131nda \u00f6\u011freneceksiniz<\/span><\/p><ul><li><span>ChatGPT gibi davranabilen dil modelleri nelerdir?<\/span><\/li><li><span>Geli\u015fmi\u015f dil modellerini kullanarak bir sohbet robotu nas\u0131l olu\u015fturulur?<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-97b4890 elementor-widget elementor-widget-image\" data-id=\"97b4890\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"474\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/chatpgt.jpg\" class=\"attachment-large size-large wp-image-4918\" alt=\"chatpgt\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/chatpgt.jpg 976w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/chatpgt-300x169.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/chatpgt-768x432.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/chatpgt-18x10.jpg 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6617966 elementor-widget elementor-widget-heading\" data-id=\"6617966\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ba\u015flayal\u0131m!<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa70db8 elementor-widget elementor-widget-text-editor\" data-id=\"fa70db8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p align=\"left\"><span dir=\"ltr\">Bu g\u00f6nderi \u00fc\u00e7 b\u00f6l\u00fcme ayr\u0131lm\u0131\u015ft\u0131r;\u00a0bunlar:<\/span><\/p><ul><li>Talimat \u0130zleyen Modeller Nelerdir?<\/li><li>Modelleri Takip Eden Talimat Nas\u0131l Bulunur?<\/li><li>Basit Bir Chatbot Olu\u015fturma<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2557257 elementor-widget elementor-widget-heading\" data-id=\"2557257\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Talimat \u0130zleyen Modeller Nelerdir?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-265eb05 elementor-widget elementor-widget-text-editor\" data-id=\"265eb05\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p align=\"left\"><span dir=\"ltr\">Dil modelleri, c\u00fcmlenin \u00f6nceki s\u00f6zc\u00fcklerini temel alarak s\u00f6zc\u00fck olas\u0131l\u0131\u011f\u0131n\u0131 tahmin edebilen <a href=\"https:\/\/aix.web.tr\/en\/makine-ogrenimi-farkli-makine-ogrenimi-turlerine-ve-nasil-calistiklarina-derinlemesine-bir-bakis\/\">makine \u00f6\u011frenimi<\/a> modelleridir.\u00a0Modelden bir sonraki kelimeyi sorarsak ve daha fazlas\u0131n\u0131 istemek i\u00e7in modele geri besleme yaparsak, model metin \u00fcretimi yap\u0131yor.<\/span><span dir=\"ltr\">Metin olu\u015fturma modeli, GPT3 gibi bir\u00e7ok b\u00fcy\u00fck dil modelinin arkas\u0131ndaki fikirdir.\u00a0Ancak talimat izleyen modeller, diyalog ve talimatlar\u0131 \u00f6\u011frenen ince ayarl\u0131 metin olu\u015fturma modelleridir.\u00a0\u0130ki ki\u015fi aras\u0131ndaki bir konu\u015fma olarak i\u015fletilir ve biri c\u00fcmleyi bitirdi\u011finde di\u011feri buna g\u00f6re yan\u0131t verir.<\/span><span dir=\"ltr\">Bu nedenle, bir metin olu\u015fturma modeli, bir paragraf\u0131 \u00f6nde gelen bir c\u00fcmle ile bitirmenize yard\u0131mc\u0131 olabilir.\u00a0Ancak modeli izleyen bir talimat, sorular\u0131n\u0131z\u0131 yan\u0131tlayabilir veya istendi\u011fi gibi yan\u0131t verebilir.<\/span><span dir=\"ltr\">Bu, bir sohbet botu olu\u015fturmak i\u00e7in bir metin olu\u015fturma modeli kullanamayaca\u011f\u0131n\u0131z anlam\u0131na gelmez.\u00a0Ancak, bu t\u00fcr kullan\u0131mlar i\u00e7in ince ayar yap\u0131lm\u0131\u015f talimat takip eden bir modelle daha kaliteli bir sonu\u00e7 bulmal\u0131s\u0131n\u0131z.<\/span>Modelleri Takip Eden Talimat Nas\u0131l Bulunur?<span dir=\"ltr\">G\u00fcn\u00fcm\u00fczde modelleri takip eden bir\u00e7ok talimat bulabilirsiniz.\u00a0Ancak bir sohbet robotu olu\u015fturmak i\u00e7in kolayca \u00e7al\u0131\u015fabilece\u011finiz bir \u015feye ihtiyac\u0131n\u0131z var.<\/span><span dir=\"ltr\">Arama yapabilece\u011finiz kullan\u0131\u015fl\u0131 bir havuz Hugging Face&#8217;dir.\u00a0Oradaki modellerin, Hugging Face&#8217;in transformat\u00f6r kitapl\u0131\u011f\u0131yla birlikte kullan\u0131lmas\u0131 gerekiyor.\u00a0Yararl\u0131d\u0131r, \u00e7\u00fcnk\u00fc farkl\u0131 modeller biraz farkl\u0131 \u00e7al\u0131\u015fabilir.\u00a0Python kodunuzu birden \u00e7ok modeli destekleyecek \u015fekilde yapmak s\u0131k\u0131c\u0131 olurdu, ancak transformators kitapl\u0131\u011f\u0131 bunlar\u0131 birle\u015ftirdi ve t\u00fcm bu farkl\u0131l\u0131klar\u0131 kodunuzdan gizledi.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d5f2ec elementor-widget elementor-widget-heading\" data-id=\"8d5f2ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Modelleri Takip Eden Talimat Nas\u0131l Bulunur?\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec37758 elementor-widget elementor-widget-text-editor\" data-id=\"ec37758\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>G\u00fcn\u00fcm\u00fczde modelleri takip eden bir\u00e7ok talimat bulabilirsiniz.\u00a0Ancak bir sohbet robotu olu\u015fturmak i\u00e7in kolayca \u00e7al\u0131\u015fabilece\u011finiz bir \u015feye ihtiyac\u0131n\u0131z var.<\/span><\/p><p><span>Arama yapabilece\u011finiz kullan\u0131\u015fl\u0131 bir havuz Hugging Face&#8217;dir.\u00a0Oradaki modellerin, Hugging Face&#8217;in transformat\u00f6r kitapl\u0131\u011f\u0131yla birlikte kullan\u0131lmas\u0131 gerekiyor.\u00a0Yararl\u0131d\u0131r, \u00e7\u00fcnk\u00fc farkl\u0131 modeller biraz farkl\u0131 \u00e7al\u0131\u015fabilir.\u00a0Python kodunuzu birden \u00e7ok modeli destekleyecek \u015fekilde yapmak s\u0131k\u0131c\u0131 olurdu, ancak transformators kitapl\u0131\u011f\u0131 bunlar\u0131 birle\u015ftirdi ve t\u00fcm bu farkl\u0131l\u0131klar\u0131 kodunuzdan gizledi.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6828932 elementor-widget elementor-widget-image\" data-id=\"6828932\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"571\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/huggingface-search.png\" class=\"attachment-large size-large wp-image-4917\" alt=\"huggingface-search\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/huggingface-search.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/huggingface-search-300x203.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/huggingface-search-768x521.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/huggingface-search-18x12.png 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2d7b17 elementor-widget elementor-widget-text-editor\" data-id=\"e2d7b17\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>Genellikle, modelleri takip eden talimat, model ad\u0131nda &#8220;talimat&#8221; anahtar kelimesini ta\u015f\u0131r.\u00a0Hugging Face&#8217;de bu anahtar kelime ile arama yapmak size binden fazla model verebilir.\u00a0Ama hepsi \u00e7al\u0131\u015famaz.\u00a0En uygununu se\u00e7mek i\u00e7in bu modelin neler yapabilece\u011fini anlamak i\u00e7in her birini incelemeniz ve model kartlar\u0131n\u0131 okuman\u0131z gerekir.<\/span><\/p><p><span>Modelinizi se\u00e7mek i\u00e7in birka\u00e7 teknik kriter vard\u0131r:<\/span><\/p><ul><li><strong><span>Modelin hangi konuda e\u011fitildi\u011fi:<\/span><\/strong><span>\u00a0\u00d6zellikle bu, modelin hangi dili konu\u015fabilece\u011fi anlam\u0131na gelir.\u00a0Romanlardan al\u0131nan \u0130ngilizce metinlerle e\u011fitilmi\u015f bir model, Fizik i\u00e7in bir Alman sohbet robotu i\u00e7in muhtemelen yard\u0131mc\u0131 olmayacakt\u0131r.<\/span><\/li><li><strong><span>Kulland\u0131\u011f\u0131 <a href=\"https:\/\/aix.web.tr\/en\/2023te-7-derin-ogrenme-araci\/\">derin \u00f6\u011frenme<\/a> kitapl\u0131\u011f\u0131 nedir:<\/span><\/strong><span>\u00a0Hugging Face&#8217;teki modeller genellikle TensorFlow, PyTorch ve Flax ile olu\u015fturulur.\u00a0T\u00fcm modellerin t\u00fcm kitapl\u0131klar i\u00e7in bir s\u00fcr\u00fcm\u00fc yoktur.\u00a0Transformat\u00f6rl\u00fc bir model \u00e7al\u0131\u015ft\u0131rmadan \u00f6nce, s\u00f6z konusu kitapl\u0131\u011f\u0131n kurulu oldu\u011fundan emin olman\u0131z gerekir.<\/span><\/li><li><strong><span>Modelin hangi kaynaklara ihtiyac\u0131 var:<\/span><\/strong><span>\u00a0Model \u00e7ok b\u00fcy\u00fck olabilir.\u00a0Genellikle \u00e7al\u0131\u015ft\u0131rmak i\u00e7in bir GPU gerektirir.\u00a0Ancak baz\u0131 modellerin \u00e7ok \u00fcst d\u00fczey bir GPU&#8217;ya veya hatta birden \u00e7ok \u00fcst d\u00fczey GPU&#8217;ya ihtiyac\u0131 vard\u0131r.\u00a0Kaynaklar\u0131n\u0131z\u0131n model \u00e7\u0131kar\u0131m\u0131n\u0131 destekleyip desteklemedi\u011fini do\u011frulaman\u0131z gerekir.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-009d936 elementor-widget elementor-widget-heading\" data-id=\"009d936\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Basit Bir Chatbot Olu\u015fturma\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0a1ae4 elementor-widget elementor-widget-text-editor\" data-id=\"b0a1ae4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>Basit bir chatbot yapal\u0131m.\u00a0Chatbot, kullan\u0131c\u0131dan girdi olarak bir sat\u0131r metin alan ve <a href=\"https:\/\/aix.web.tr\/en\/yeni-baslayanlar-icin-dil-modeli-kilavuzu\/\">dil modeli<\/a> taraf\u0131ndan olu\u015fturulan bir metin sat\u0131r\u0131yla yan\u0131t veren komut sat\u0131r\u0131nda \u00e7al\u0131\u015fan bir programd\u0131r.<\/span><\/p><p><span>Bu g\u00f6rev i\u00e7in se\u00e7ilen model\u00a0<\/span><code>falcon-7b-instruct<\/code><span>.\u00a07 milyar parametreli bir modeldir.\u00a0En iyi performans i\u00e7in bfloat16 kayan noktas\u0131nda \u00e7al\u0131\u015facak \u015fekilde tasarland\u0131\u011f\u0131ndan, nVidia RTX 3000 serisi gibi modern bir GPU \u00fczerinde \u00e7al\u0131\u015ft\u0131rman\u0131z gerekebilir.\u00a0Google Colab&#8217;daki GPU kaynaklar\u0131n\u0131 veya AWS&#8217;deki uygun bir EC2 bulut sunucusundan kullanmak da se\u00e7enekler aras\u0131ndad\u0131r.<\/span><\/p><p><span>Python&#8217;da bir sohbet botu olu\u015fturmak a\u015fa\u011f\u0131daki kadar basittir:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b2a95c elementor-widget elementor-widget-text-editor\" data-id=\"3b2a95c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<table class=\"crayon-table\"><tbody><tr class=\"urvanov-syntax-highlighter-row\"><td class=\"crayon-nums \" data-settings=\"show\"><div class=\"urvanov-syntax-highlighter-nums-content\"><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f0461176440-1\"><strong>1<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f0461176440-2\"><strong>2<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f0461176440-3\"><strong>3<\/strong><\/div><\/div><\/td><td class=\"urvanov-syntax-highlighter-code\"><div class=\"crayon-pre\"><div id=\"urvanov-syntax-highlighter-64c89f7f519f0461176440-1\" class=\"crayon-line\"><strong><span class=\"crayon-st\">while<\/span> <span class=\"crayon-t\">True<\/span><span class=\"crayon-o\">:<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f0461176440-2\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">user_input<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-e\">input<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-s\">&#8220;&gt; &#8220;<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f0461176440-3\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-e\">print<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">response<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><\/div><\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0d8ed9 elementor-widget elementor-widget-text-editor\" data-id=\"d0d8ed9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>\u0130\u015flev\u00a0<\/span><code>input(\"&gt; \")<\/code><span>, kullan\u0131c\u0131dan bir sat\u0131r girdi al\u0131r.\u00a0<\/span><code>\"&gt; \"<\/code><span>Giri\u015finiz i\u00e7in ekranda\u00a0dizeyi g\u00f6receksiniz .\u00a0Giri\u015f, Enter&#8217;a bast\u0131\u011f\u0131n\u0131zda yakalan\u0131r.<\/span><\/p><p><span>Kalan soru, yan\u0131t\u0131n nas\u0131l al\u0131naca\u011f\u0131d\u0131r.\u00a0LLM&#8217;de, giri\u015finizi veya bilgi isteminizi bir belirte\u00e7 kimlikleri (tamsay\u0131lar) dizisi olarak sa\u011flars\u0131n\u0131z ve o, ba\u015fka bir belirte\u00e7 kimli\u011fi dizisiyle yan\u0131t verir.\u00a0LLM&#8217;lerle etkile\u015fime girmeden \u00f6nce ve sonra tamsay\u0131 dizisi ile metin dizisi aras\u0131nda d\u00f6n\u00fc\u015f\u00fcm yapmal\u0131s\u0131n\u0131z.\u00a0Belirte\u00e7 kimlikleri her modele \u00f6zeldir;\u00a0yani ayn\u0131 tamsay\u0131 i\u00e7in farkl\u0131 bir model i\u00e7in farkl\u0131 bir kelime anlam\u0131na gelir.<\/span><\/p><p><span>Hugging Face kitapl\u0131\u011f\u0131,\u00a0<\/span><code>transformers<\/code><span>bu ad\u0131mlar\u0131 kolayla\u015ft\u0131rmak i\u00e7indir.\u00a0\u0130htiyac\u0131n\u0131z olan tek \u015fey bir ard\u0131\u015f\u0131k d\u00fczen olu\u015fturmak ve model ad\u0131n\u0131 birka\u00e7 parametre daha belirtmek.\u00a0Model ad\u0131yla\u00a0<\/span><code>tiiuae\/falcon-7b-instruct<\/code><span>, bfloat16 kayan noktal\u0131 ve varsa modelin GPU kullanmas\u0131na izin veren bir ard\u0131\u015f\u0131k d\u00fczen kurmak a\u015fa\u011f\u0131daki gibidir:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67770aa elementor-widget elementor-widget-text-editor\" data-id=\"67770aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<table class=\"crayon-table\"><tbody><tr class=\"urvanov-syntax-highlighter-row\"><td class=\"crayon-nums \" data-settings=\"show\"><div class=\"urvanov-syntax-highlighter-nums-content\"><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-1\"><strong>1<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-2\"><strong>2<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-3\"><strong>3<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-4\"><strong>4<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-5\"><strong>5<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-6\"><strong>6<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-7\"><strong>7<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-8\"><strong>8<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-9\"><strong>9<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-10\"><strong>10<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-11\"><strong>11<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-12\"><strong>12<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-13\"><strong>13<\/strong><\/div><\/div><\/td><td class=\"urvanov-syntax-highlighter-code\"><div class=\"crayon-pre\"><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-1\" class=\"crayon-line\"><strong><span class=\"crayon-e\">from <\/span><span class=\"crayon-e\">transformers <\/span><span class=\"crayon-e\">import <\/span><span class=\"crayon-v\">AutoTokenizer<\/span><span class=\"crayon-sy\">,<\/span> <span class=\"crayon-e\">pipeline<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-2\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-e\">import <\/span><span class=\"crayon-e\">torch<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-3\" class=\"crayon-line\">\u00a0<\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-4\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">model<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-s\">&#8220;tiiuae\/falcon-7b-instruct&#8221;<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-5\" class=\"crayon-line\"><strong><span class=\"crayon-v\">tokenizer<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-v\">AutoTokenizer<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">from_pretrained<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">model<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-6\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">pipeline<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-e\">pipeline<\/span><span class=\"crayon-sy\">(<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-7\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-s\">&#8220;text-generation&#8221;<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-8\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">model<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">model<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-9\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-10\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">torch_dtype<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">torch<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-v\">bfloat16<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-11\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">trust_remote_code<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">True<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-12\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">device_map<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-s\">&#8220;auto&#8221;<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519f9141772389-13\" class=\"crayon-line\"><strong><span class=\"crayon-sy\">)<\/span><\/strong><\/div><\/div><\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f331d1 elementor-widget elementor-widget-text-editor\" data-id=\"2f331d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><code>\"text-generation\"<\/code>Ard\u0131\u015f\u0131k d\u00fczen , model kart\u0131n\u0131n bu modelle \u00e7al\u0131\u015fman\u0131z\u0131 \u00f6nerdi\u011fi \u015fekilde olu\u015fturulur. Pipe line giri\u015fi, <code>transformers<\/code>belirli bir g\u00f6rev i\u00e7in bir dizi ad\u0131md\u0131r.\u00a0Metin olu\u015fturma bu g\u00f6revlerden biridir.<\/p><p>\u0130\u015flem hatt\u0131n\u0131 kullanmak i\u00e7in, metni olu\u015fturmak i\u00e7in birka\u00e7 parametre daha belirtmeniz gerekir.\u00a0Modelin do\u011frudan metni de\u011fil, belirte\u00e7lerin olas\u0131l\u0131klar\u0131n\u0131 olu\u015fturdu\u011funu hat\u0131rlay\u0131n.\u00a0Bu olas\u0131l\u0131klardan bir sonraki kelimenin ne oldu\u011funu belirlemeli ve daha fazla kelime \u00fcretmek i\u00e7in i\u015flemi tekrarlamal\u0131s\u0131n\u0131z.\u00a0Genellikle, bu s\u00fcre\u00e7, en y\u00fcksek olas\u0131l\u0131\u011fa sahip tek belirteci se\u00e7meyip, olas\u0131l\u0131k da\u011f\u0131l\u0131m\u0131na g\u00f6re \u00f6rnekleme yaparak baz\u0131 varyasyonlar getirecektir.<\/p><p>\u0130\u015flem hatt\u0131n\u0131 nas\u0131l kullanaca\u011f\u0131n\u0131z a\u015fa\u011f\u0131da a\u00e7\u0131klanm\u0131\u015ft\u0131r:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d84c1ef elementor-widget elementor-widget-text-editor\" data-id=\"d84c1ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-1\" class=\"crayon-line\"><table class=\"crayon-table\"><tbody><tr class=\"urvanov-syntax-highlighter-row\"><td class=\"crayon-nums \" data-settings=\"show\"><div class=\"urvanov-syntax-highlighter-nums-content\"><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-1\"><strong>1<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-2\"><strong>2<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-3\"><strong>3<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-4\"><strong>4<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-5\"><strong>5<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-6\"><strong>6<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-7\"><strong>7<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-8\"><strong>8<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-9\"><strong>9<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-10\"><strong>10<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-11\"><strong>11<\/strong><\/div><\/div><\/td><td class=\"urvanov-syntax-highlighter-code\"><div class=\"crayon-pre\"><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-1\" class=\"crayon-line\"><strong><span class=\"crayon-v\">newline_token<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">encode<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-s\">&#8220;\\n&#8221;<\/span><span class=\"crayon-sy\">)<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-p\"># 193<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-2\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">sequences<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-e\">pipeline<\/span><span class=\"crayon-sy\">(<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-3\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">prompt<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-4\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">max_length<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">500<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-5\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">do_sample<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">True<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-6\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">top_k<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">10<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-7\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">num_return_sequences<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-8\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">return_full_text<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">False<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-9\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">eos_token_id<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">newline_token<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-10\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">pad_token_id<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-v\">eos_token_id<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f519fc030688426-11\" class=\"crayon-line\"><strong><span class=\"crayon-sy\">)<\/span><\/strong><\/div><\/div><\/td><\/tr><\/tbody><\/table><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ce0bf1 elementor-widget elementor-widget-text-editor\" data-id=\"0ce0bf1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><code>prompt<\/code><span>\u00c7\u0131kt\u0131 dizilerini olu\u015fturmak i\u00e7in\u00a0de\u011fi\u015fkende istemi sa\u011flad\u0131n\u0131z .\u00a0Modelden size birka\u00e7 se\u00e7enek vermesini isteyebilirsiniz, ancak burada\u00a0<\/span><code>num_return_sequences=1<\/code><span>yaln\u0131zca bir tane olacak \u015fekilde ayarlad\u0131n\u0131z.\u00a0Ayr\u0131ca, modelin \u00f6rnekleme kullanarak metin olu\u015fturmas\u0131na da izin verirsiniz, ancak yaln\u0131zca en y\u00fcksek olas\u0131l\u0131kl\u0131 10 belirte\u00e7ten (\u00a0<\/span><code>top_k=10<\/code><span>).\u00a0.\u00a0<\/span><code>return_full_text=False<\/code><span>_\u00a0En \u00f6nemli parametreler\u00a0<\/span><code>eos_token_id=newline_token<\/code><span>\u00a0ve\u00a0<\/span><code>pad_token_id=tokenizer.eos_token_id<\/code><span>.\u00a0Bunlar, modelin s\u00fcrekli olarak metin olu\u015fturmas\u0131na izin verir, ancak yaln\u0131zca yeni sat\u0131r karakterine kadar.\u00a0Yeni sat\u0131r karakterinin belirte\u00e7 kimli\u011fi, kod par\u00e7ac\u0131\u011f\u0131ndaki ilk sat\u0131rdan elde edildi\u011fi \u015fekliyle 193&#8217;t\u00fcr.<\/span><\/p><p><span>D\u00f6nd\u00fcr\u00fclen\u00a0<\/span><code>sequences<\/code><span>bir s\u00f6zl\u00fck listesidir (bu durumda bir dict listesi).\u00a0Her s\u00f6zl\u00fck belirte\u00e7 s\u0131ras\u0131n\u0131 ve dizisini i\u00e7erir.\u00a0Dizeyi a\u015fa\u011f\u0131daki gibi kolayca yazd\u0131rabiliriz:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3cd190 elementor-widget elementor-widget-text-editor\" data-id=\"a3cd190\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"output_wrapper\"><div class=\"output\"><div class=\"output_area\"><div class=\"prompt output_prompt\"><table class=\"crayon-table\"><tbody><tr class=\"urvanov-syntax-highlighter-row\"><td class=\"crayon-nums \" data-settings=\"show\"><div class=\"urvanov-syntax-highlighter-nums-content\"><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f519ff817319301-1\"><strong>1<\/strong><\/div><\/div><\/td><td class=\"urvanov-syntax-highlighter-code\"><div class=\"crayon-pre\"><div id=\"urvanov-syntax-highlighter-64c89f7f519ff817319301-1\" class=\"crayon-line\"><strong><span class=\"crayon-e\">print<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">sequences<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8220;generated_text&#8221;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><\/div><\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-acfc0d5 elementor-widget elementor-widget-text-editor\" data-id=\"acfc0d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p align=\"left\"><span>Bir dil modeli haf\u0131zas\u0131zd\u0131r.\u00a0<\/span><span>Modeli ve daha \u00f6nce kulland\u0131\u011f\u0131n\u0131z istemleri ka\u00e7 kez kulland\u0131\u011f\u0131n\u0131z\u0131 hat\u0131rlamayacakt\u0131r.\u00a0<\/span><span>Her zaman yenidir, bu nedenle \u00f6nceki ileti\u015fim kutusunun ge\u00e7mi\u015fini modele sa\u011flaman\u0131z gerekir.\u00a0<\/span><span>Bu kolayca yap\u0131l\u0131r.\u00a0<\/span><span>Ancak, bir diyalo\u011fun nas\u0131l i\u015flenece\u011fini bilen talimat izleyen bir model oldu\u011fu i\u00e7in, istemde kimin ne s\u00f6yledi\u011fini belirlemeyi hat\u0131rlaman\u0131z gerekir.\u00a0<\/span><span>Bunun Alice ve Bob (veya herhangi bir isim) aras\u0131nda bir diyalog oldu\u011funu varsayal\u0131m.\u00a0<\/span><span>\u0130stemde konu\u015ftuklar\u0131 her c\u00fcmlede ad\u0131n \u00f6n\u00fcne eklersiniz, \u00f6rne\u011fin:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9268227 elementor-widget elementor-widget-text-editor\" data-id=\"9268227\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"output_wrapper\"><div class=\"output\"><div class=\"output_area\"><div class=\"prompt output_prompt\"><table class=\"crayon-table\"><tbody><tr class=\"urvanov-syntax-highlighter-row\"><td class=\"crayon-nums \" data-settings=\"show\"><div class=\"urvanov-syntax-highlighter-nums-content\"><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a01899388070-1\"><strong>1<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a01899388070-2\"><strong>2<\/strong><\/div><\/div><\/td><td class=\"urvanov-syntax-highlighter-code\"><div class=\"crayon-pre\"><div id=\"urvanov-syntax-highlighter-64c89f7f51a01899388070-1\" class=\"crayon-line\"><strong>Alice: What is relativity?<\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a01899388070-2\" class=\"crayon-line crayon-striped-line\"><strong>Bob:<\/strong><\/div><\/div><\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-321c894 elementor-widget elementor-widget-text-editor\" data-id=\"321c894\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p align=\"left\"><span>Ard\u0131ndan model, ileti\u015fim kutusuyla e\u015fle\u015fen metin olu\u015fturmal\u0131d\u0131r.\u00a0<\/span><span>Modelden yan\u0131t al\u0131nd\u0131ktan sonra, bunu Alice&#8217;ten ba\u015fka bir metinle birlikte istemeye eklemek ve modele tekrar g\u00f6ndermek.\u00a0<\/span><span>Her \u015feyi bir araya getirerek, a\u015fa\u011f\u0131da basit bir sohbet robotu var:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8925d52 elementor-widget elementor-widget-text-editor\" data-id=\"8925d52\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"output_wrapper\"><div class=\"output\"><div class=\"output_area\"><div class=\"prompt output_prompt\"><table class=\"crayon-table\"><tbody><tr class=\"urvanov-syntax-highlighter-row\"><td class=\"crayon-nums \" data-settings=\"show\"><div class=\"urvanov-syntax-highlighter-nums-content\"><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-1\"><strong>1<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-2\"><strong>2<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-3\"><strong>3<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-4\"><strong>4<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-5\"><strong>5<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-6\"><strong>6<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-7\"><strong>7<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-8\"><strong>8<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-9\"><strong>9<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-10\"><strong>10<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-11\"><strong>11<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-12\"><strong>12<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-13\"><strong>13<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-14\"><strong>14<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-15\"><strong>15<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-16\"><strong>16<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-17\"><strong>17<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-18\"><strong>18<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-19\"><strong>19<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-20\"><strong>20<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-21\"><strong>21<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-22\"><strong>22<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-23\"><strong>23<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-24\"><strong>24<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-25\"><strong>25<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-26\"><strong>26<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-27\"><strong>27<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-28\"><strong>28<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-29\"><strong>29<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-30\"><strong>30<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-31\"><strong>31<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-32\"><strong>32<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-33\"><strong>33<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-34\"><strong>34<\/strong><\/div><\/div><\/td><td class=\"urvanov-syntax-highlighter-code\"><div class=\"crayon-pre\"><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-1\" class=\"crayon-line\"><strong><span class=\"crayon-e\">from <\/span><span class=\"crayon-e\">transformers <\/span><span class=\"crayon-e\">import <\/span><span class=\"crayon-v\">AutoTokenizer<\/span><span class=\"crayon-sy\">,<\/span> <span class=\"crayon-e\">pipeline<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-2\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-e\">import <\/span><span class=\"crayon-e\">torch<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-3\" class=\"crayon-line\">\u00a0<\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-4\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">model<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-s\">&#8220;tiiuae\/falcon-7b-instruct&#8221;<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-5\" class=\"crayon-line\"><strong><span class=\"crayon-v\">tokenizer<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-v\">AutoTokenizer<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">from_pretrained<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">model<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-6\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">pipeline<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-e\">pipeline<\/span><span class=\"crayon-sy\">(<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-7\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-s\">&#8220;text-generation&#8221;<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-8\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">model<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">model<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-9\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-10\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">torch_dtype<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">torch<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-v\">bfloat16<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-11\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">trust_remote_code<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">True<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-12\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">device_map<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-s\">&#8220;auto&#8221;<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-13\" class=\"crayon-line\"><strong><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-14\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">newline_token<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">encode<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-s\">&#8220;\\n&#8221;<\/span><span class=\"crayon-sy\">)<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-15\" class=\"crayon-line\"><strong><span class=\"crayon-v\">my_name<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-s\">&#8220;Alice&#8221;<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-16\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">your_name<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-s\">&#8220;Bob&#8221;<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-17\" class=\"crayon-line\"><strong><span class=\"crayon-v\">dialog<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">]<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-18\" class=\"crayon-line crayon-striped-line\">\u00a0<\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-19\" class=\"crayon-line\"><strong><span class=\"crayon-st\">while<\/span> <span class=\"crayon-t\">True<\/span><span class=\"crayon-o\">:<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-20\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">user_input<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-e\">input<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-s\">&#8220;&gt; &#8220;<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-21\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">dialog<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">append<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-i\">f<\/span><span class=\"crayon-s\">&#8220;{my_name}: {user_input}&#8221;<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-22\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">prompt<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-s\">&#8220;\\n&#8221;<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">join<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">dialog<\/span><span class=\"crayon-sy\">)<\/span> <span class=\"crayon-o\">+<\/span> <span class=\"crayon-i\">f<\/span><span class=\"crayon-s\">&#8220;\\n{your_name}: &#8220;<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-23\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">sequences<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-e\">pipeline<\/span><span class=\"crayon-sy\">(<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-24\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">prompt<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-25\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">max_length<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">500<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-26\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">do_sample<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">True<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-27\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">top_k<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">10<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-28\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">num_return_sequences<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-29\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">return_full_text<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">False<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-30\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">eos_token_id<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">newline_token<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-31\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">pad_token_id<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-v\">eos_token_id<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-32\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-33\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-e\">print<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">sequences<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;generated_text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a03436543142-34\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">dialog<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">append<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-s\">&#8220;Bob: &#8220;<\/span><span class=\"crayon-o\">+<\/span><span class=\"crayon-v\">sequences<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;generated_text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><\/div><\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-085af7c elementor-widget elementor-widget-text-editor\" data-id=\"085af7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>De\u011fi\u015fkenin her yinelemede ileti\u015fim kutusunu takip etmek i\u00e7in nas\u0131l g\u00fcncellendi\u011fine ve\u00a0ard\u0131\u015f\u0131k d\u00fczenin bir sonraki \u00e7al\u0131\u015ft\u0131rmas\u0131 i\u00e7in\u00a0<\/span><code>dialog<\/code><span>de\u011fi\u015fkeni ayarlamak i\u00e7in nas\u0131l kullan\u0131ld\u0131\u011f\u0131na dikkat edin.<\/span><code>prompt<\/code><\/p><p><span>Chatbot ile \u201cG\u00f6relilik nedir\u201d diye sormaya \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131zda pek bilgili gelmiyor.\u00a0\u0130\u015fte burada h\u0131zl\u0131 m\u00fchendislik yapman\u0131z gerekiyor.\u00a0Bob&#8217;u bir Fizik profes\u00f6r\u00fc yapabilirsiniz, b\u00f6ylece bu konuda daha ayr\u0131nt\u0131l\u0131 cevaplar alabilir.\u00a0\u0130stemde basit bir de\u011fi\u015fiklikle yan\u0131t\u0131 ayarlayabilen LLM&#8217;lerin b\u00fcy\u00fcs\u00fc budur.\u00a0Tek ihtiyac\u0131n\u0131z olan, diyalog ba\u015flamadan \u00f6nce bir a\u00e7\u0131klama eklemek.\u00a0G\u00fcncellenen kod a\u015fa\u011f\u0131daki gibidir (bkz. \u015fimdi\u00a0<\/span><code>dialog<\/code><span>bir ki\u015fi a\u00e7\u0131klamas\u0131yla ba\u015flat\u0131lm\u0131\u015ft\u0131r):<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1940c68 elementor-widget elementor-widget-text-editor\" data-id=\"1940c68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"output_wrapper\"><div class=\"output\"><div class=\"output_area\"><div class=\"prompt output_prompt\"><table class=\"crayon-table\"><tbody><tr class=\"urvanov-syntax-highlighter-row\"><td class=\"crayon-nums \" data-settings=\"show\"><div class=\"urvanov-syntax-highlighter-nums-content\"><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-1\"><strong>1<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-2\"><strong>2<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-3\"><strong>3<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-4\"><strong>4<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-5\"><strong>5<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-6\"><strong>6<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-7\"><strong>7<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-8\"><strong>8<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-9\"><strong>9<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-10\"><strong>10<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-11\"><strong>11<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-12\"><strong>12<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-13\"><strong>13<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-14\"><strong>14<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-15\"><strong>15<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-16\"><strong>16<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-17\"><strong>17<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-18\"><strong>18<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-19\"><strong>19<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-20\"><strong>20<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-21\"><strong>21<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-22\"><strong>22<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-23\"><strong>23<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-24\"><strong>24<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-25\"><strong>25<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-26\"><strong>26<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-27\"><strong>27<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-28\"><strong>28<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-29\"><strong>29<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-30\"><strong>30<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-31\"><strong>31<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-32\"><strong>32<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-33\"><strong>33<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-34\"><strong>34<\/strong><\/div><\/div><\/td><td class=\"urvanov-syntax-highlighter-code\"><div class=\"crayon-pre\"><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-1\" class=\"crayon-line\"><strong><span class=\"crayon-e\">from <\/span><span class=\"crayon-e\">transformers <\/span><span class=\"crayon-e\">import <\/span><span class=\"crayon-v\">AutoTokenizer<\/span><span class=\"crayon-sy\">,<\/span> <span class=\"crayon-e\">pipeline<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-2\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-e\">import <\/span><span class=\"crayon-e\">torch<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-3\" class=\"crayon-line\">\u00a0<\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-4\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">model<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-s\">&#8220;tiiuae\/falcon-7b-instruct&#8221;<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-5\" class=\"crayon-line\"><strong><span class=\"crayon-v\">tokenizer<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-v\">AutoTokenizer<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">from_pretrained<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">model<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-6\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">pipeline<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-e\">pipeline<\/span><span class=\"crayon-sy\">(<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-7\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-s\">&#8220;text-generation&#8221;<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-8\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">model<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">model<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-9\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-10\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">torch_dtype<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">torch<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-v\">bfloat16<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-11\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">trust_remote_code<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">True<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-12\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">device_map<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-s\">&#8220;auto&#8221;<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-13\" class=\"crayon-line\"><strong><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-14\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">newline_token<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">encode<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-s\">&#8220;\\n&#8221;<\/span><span class=\"crayon-sy\">)<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-15\" class=\"crayon-line\"><strong><span class=\"crayon-v\">my_name<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-s\">&#8220;Alice&#8221;<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-16\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-v\">your_name<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-s\">&#8220;Bob&#8221;<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-17\" class=\"crayon-line\"><strong><span class=\"crayon-v\">dialog<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8220;Bob is a professor in Physics.&#8221;<\/span><span class=\"crayon-sy\">]<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-18\" class=\"crayon-line crayon-striped-line\">\u00a0<\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-19\" class=\"crayon-line\"><strong><span class=\"crayon-st\">while<\/span> <span class=\"crayon-t\">True<\/span><span class=\"crayon-o\">:<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-20\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">user_input<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-e\">input<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-s\">&#8220;&gt; &#8220;<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-21\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">dialog<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">append<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-i\">f<\/span><span class=\"crayon-s\">&#8220;{my_name}: {user_input}&#8221;<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-22\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">prompt<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-s\">&#8220;\\n&#8221;<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">join<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">dialog<\/span><span class=\"crayon-sy\">)<\/span> <span class=\"crayon-o\">+<\/span> <span class=\"crayon-i\">f<\/span><span class=\"crayon-s\">&#8220;\\n{your_name}: &#8220;<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-23\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">sequences<\/span> <span class=\"crayon-o\">=<\/span> <span class=\"crayon-e\">pipeline<\/span><span class=\"crayon-sy\">(<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-24\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">prompt<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-25\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">max_length<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">500<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-26\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">do_sample<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">True<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-27\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">top_k<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">10<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-28\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">num_return_sequences<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-29\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">return_full_text<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">False<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-30\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">eos_token_id<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">newline_token<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-31\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">pad_token_id<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">tokenizer<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-v\">eos_token_id<\/span><span class=\"crayon-sy\">,<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-32\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-33\" class=\"crayon-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-e\">print<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">sequences<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;generated_text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a07602107673-34\" class=\"crayon-line crayon-striped-line\"><strong><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-v\">dialog<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">append<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-s\">&#8220;Bob: &#8220;<\/span><span class=\"crayon-o\">+<\/span><span class=\"crayon-v\">sequences<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;generated_text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">)<\/span><\/strong><\/div><\/div><\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d76907 elementor-widget elementor-widget-text-editor\" data-id=\"4d76907\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>Yeterince g\u00fc\u00e7l\u00fc bir donan\u0131ma sahip de\u011filseniz bu chatbot yava\u015f olabilir.\u00a0Kesin sonucu g\u00f6remeyebilirsiniz, ancak a\u015fa\u011f\u0131da yukar\u0131daki koddan \u00f6rnek bir ileti\u015fim kutusu bulunmaktad\u0131r.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d095ca elementor-widget elementor-widget-text-editor\" data-id=\"3d095ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"output_wrapper\"><div class=\"output\"><div class=\"output_area\"><div class=\"prompt output_prompt\"><table class=\"crayon-table\"><tbody><tr class=\"urvanov-syntax-highlighter-row\"><td class=\"crayon-nums \" data-settings=\"show\"><div class=\"urvanov-syntax-highlighter-nums-content\"><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a0f424087628-1\"><strong>1<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a0f424087628-2\"><strong>2<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a0f424087628-3\"><strong>3<\/strong><\/div><div class=\"crayon-num crayon-striped-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a0f424087628-4\"><strong>4<\/strong><\/div><div class=\"crayon-num\" data-line=\"urvanov-syntax-highlighter-64c89f7f51a0f424087628-5\"><strong>5<\/strong><\/div><\/div><\/td><td class=\"urvanov-syntax-highlighter-code\"><div class=\"crayon-pre\"><div id=\"urvanov-syntax-highlighter-64c89f7f51a0f424087628-1\" class=\"crayon-line\"><strong>&gt; What is Newtonian mechanics?<\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a0f424087628-2\" class=\"crayon-line crayon-striped-line\"><strong>&#8220;Newtonian mechanics&#8221; refers to the classical mechanics developed by Sir Isaac Newton in the 17th century. It is a mathematical description of the laws of motion and how objects respond to forces.&#8221;A: What is the law of inertia?<\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a0f424087628-3\" class=\"crayon-line\">\u00a0<\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a0f424087628-4\" class=\"crayon-line crayon-striped-line\"><strong>&gt; How about Lagrangian mechanics?<\/strong><\/div><div id=\"urvanov-syntax-highlighter-64c89f7f51a0f424087628-5\" class=\"crayon-line\"><strong>&#8220;Lagrangian mechanics&#8221; is an extension of Newtonian mechanics which includes the concept of a &#8220;Lagrangian function&#8221;. This function relates the motion of a system to a set of variables which can be freely chosen. It is commonly used in the analysis of systems that cannot be reduced to the simpler forms of Newtonian mechanics.&#8221;A: What&#8217;s the principle of inertia?&#8221;<\/strong><\/div><\/div><\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57b72ca elementor-widget elementor-widget-text-editor\" data-id=\"57b72ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><code>max_length=500<\/code>Chatbot, siz onu durdurmak i\u00e7in Ctrl-C tu\u015flar\u0131na basana kadar veya pipeline giri\u015findeki maksimum uzunlu\u011fu ( ) kar\u015f\u0131layana kadar \u00e7al\u0131\u015facakt\u0131r . Maksimum uzunluk, modelinizin bir seferde ne kadar okuyabilece\u011fidir. \u0130steminiz bu kadar belirte\u00e7ten fazla olmamal\u0131d\u0131r. Bu maksimum uzunluk ne kadar y\u00fcksek olursa, modelin daha yava\u015f \u00e7al\u0131\u015fmas\u0131na neden olur ve her modelin bu uzunlu\u011fu ne kadar b\u00fcy\u00fck ayarlayabilece\u011finiz konusunda bir s\u0131n\u0131r\u0131 vard\u0131r. Model <code>falcon-7b-instruct<\/code>, bunu yaln\u0131zca 2048 olarak ayarlaman\u0131za izin verir.\u00a0ChatGPT ise 4096&#8217;d\u0131r.<\/p><p>\u00c7\u0131kt\u0131 kalitesinin m\u00fckemmel olmad\u0131\u011f\u0131n\u0131 da fark edebilirsiniz.\u00a0K\u0131smen, kullan\u0131c\u0131ya geri g\u00f6ndermeden \u00f6nce modelden gelen yan\u0131t\u0131 cilalamaya \u00e7al\u0131\u015fmad\u0131\u011f\u0131n\u0131z i\u00e7in ve k\u0131smen de se\u00e7ti\u011fimiz model, ailesinin en k\u00fc\u00e7\u00fc\u011f\u00fc olan 7 milyar parametreli bir model oldu\u011fundan.\u00a0Genellikle daha b\u00fcy\u00fck bir modelle daha iyi bir sonu\u00e7 g\u00f6r\u00fcrs\u00fcn\u00fcz.\u00a0Ancak bu, \u00e7al\u0131\u015ft\u0131rmak i\u00e7in daha fazla kaynak gerektirecektir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ad6158 elementor-widget elementor-widget-heading\" data-id=\"6ad6158\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Sonu\u00e7<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94f5c45 elementor-widget elementor-widget-text-editor\" data-id=\"94f5c45\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>Bu g\u00f6nderide, Hugging Face kitapl\u0131\u011f\u0131ndan b\u00fcy\u00fck bir dil modeli kullanarak nas\u0131l sohbet robotu olu\u015fturulaca\u011f\u0131n\u0131 \u00f6\u011frendiniz.\u00a0\u00d6zellikle \u015funlar\u0131 \u00f6\u011frendiniz:<\/span><\/p><ul><li><span>Konu\u015fma yapabilen bir dil modeline talimat izleyen modeller denir.<\/span><\/li><li><span>Hugging Face&#8217;te bu t\u00fcr modeller nas\u0131l bulunur?<\/span><\/li><li><span>K\u00fct\u00fcphaneyi kullanarak modeller nas\u0131l kullan\u0131l\u0131r\u00a0<\/span><code>transformers<\/code><span>ve bir chatbot nas\u0131l olu\u015fturulur?<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Evde Mini ChatGPT&#8217;nizi Olu\u015fturun ChatGPT ile oynamak e\u011flencelidir.\u00a0Muhtemelen, kendi kopyan\u0131z\u0131n \u00f6zel olarak \u00e7al\u0131\u015fmas\u0131n\u0131 da istersiniz.\u00a0Ger\u00e7ek\u00e7i olmak gerekirse, bu imkans\u0131zd\u0131r \u00e7\u00fcnk\u00fc ChatGPT indirilebilecek bir yaz\u0131l\u0131m de\u011fildir&hellip;<\/p>","protected":false},"author":1,"featured_media":4918,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13,2],"tags":[81,67,68,17,7],"class_list":["post-4915","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-projects","tag-chat-gpt","tag-chatgpt","tag-openai","tag-yapay-zeka","tag-yapay-zeka-arastirma"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4915","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=4915"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4915\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/4918"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=4915"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=4915"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=4915"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}